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News/World Modeling through Spectral Alignment
arxiv
PublishedOctober 15, 2026 at 4:00 AM

World Modeling through Spectral Alignment

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arXiv:2610.15429v1 Announce Type: cross Abstract: How do we tell a world model what information to preserve? We study this question through the lens of spectral representation learning. We introduce SpecWM, a JEPA framework that explicitly specifies desired relationships between observations through

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